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Oreilly - Evolutionary Deep Learning, Video Edition

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Description
[ FreeCourseWeb.com ] Evolutionary Deep Learning, Video Edition



If You Need More Stuff, kindly Visit and Support Us -->> https://FreeCourseWeb.com







Released 8/2023

MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch

Genre: eLearning | Language: English | Duration: 9h 39m | Size: 1.26 GB



Discover one-of-a-kind AI strategies never before seen outside of academic papers! Learn how the principles of evolutionary computation overcome deep learning’s common pitfalls and deliver adaptable model upgrades without constant manual adjustment.



In Evolutionary Deep Learning you will learn how to



Solve complex design and analysis problems with evolutionary computation

Tune deep learning hyperparameters with evolutionary computation (EC), genetic algorithms, and particle swarm optimization

Use unsupervised learning with a deep learning autoencoder to regenerate sample data

Understand the basics of reinforcement learning and the Q-Learning equation

Apply Q-Learning to deep learning to produce deep reinforcement learning

Optimize the loss function and network architecture of unsupervised autoencoders

Make an evolutionary agent that can play an OpenAI Gym game



If You Need More Stuff, kindly Visit and Support Us -->> https://DevCourseWeb.com



Get More Tutorials and Support Us -->> https://CourseWikia.com



We upload these learning materials for the people from all over the world, who have the talent and motivation to sharpen their skills/ knowledge but do not have the financial support to afford the materials. If you like this content and if you are truly in a position that you can actually buy the materials, then Please, we repeat, Please, Support Authors. They Deserve it! Because always remember, without "Them", you and we won't be here having this conversation. Think about it! Peace...



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File list
  • Oreilly - Evolutionary Deep Learning, Video Edition
  • ~Get Your Files Here !/001. Part 1. Getting started.mp4 3.4 MB
  • ~Get Your Files Here !/002. Chapter 1. Introducing evolutionary deep learning.mp4 30.5 MB
  • ~Get Your Files Here !/003. Chapter 1. The why and where of evolutionary deep learning.mp4 3.6 MB
  • ~Get Your Files Here !/004. Chapter 1. The need for deep learning optimization.mp4 13.3 MB
  • ~Get Your Files Here !/005. Chapter 1. Automating optimization with automated machine learning.mp4 19.9 MB
  • ~Get Your Files Here !/006. Chapter 1. Applications of evolutionary deep learning.mp4 16 MB
  • ~Get Your Files Here !/007. Chapter 1. Summary.mp4 3.2 MB
  • ~Get Your Files Here !/008. Chapter 2. Introducing evolutionary computation.mp4 13.5 MB
  • ~Get Your Files Here !/009. Chapter 2. Simulating life with Python.mp4 10.2 MB
  • ~Get Your Files Here !/010. Chapter 2. Life simulation as optimization.mp4 11.9 MB
  • ~Get Your Files Here !/011. Chapter 2. Adding evolution to the life simulation.mp4 26 MB
  • ~Get Your Files Here !/012. Chapter 2. Genetic algorithms in Python.mp4 48.4 MB
  • ~Get Your Files Here !/013. Chapter 2. Summary.mp4 7.4 MB
  • ~Get Your Files Here !/014. Chapter 3. Introducing genetic algorithms with DEAP.mp4 20.1 MB
  • ~Get Your Files Here !/015. Chapter 3. Solving the Queen’s Gambit.mp4 15.1 MB
  • ~Get Your Files Here !/016. Chapter 3. Helping a traveling salesman.mp4 23.5 MB
  • ~Get Your Files Here !/017. Chapter 3. Selecting genetic operators for improved evolution.mp4 27.5 MB
  • ~Get Your Files Here !/018. Chapter 3. Painting with the EvoLisa.mp4 19.5 MB
  • ~Get Your Files Here !/019. Chapter 3. Summary.mp4 5.5 MB
  • ~Get Your Files Here !/020. Chapter 4. More evolutionary computation with DEAP.mp4 35.6 MB
  • ~Get Your Files Here !/021. Chapter 4. Particle swarm optimization with DEAP.mp4 18 MB
  • ~Get Your Files Here !/022. Chapter 4. Coevolving solutions with DEAP.mp4 22.5 MB
  • ~Get Your Files Here !/023. Chapter 4. Evolutionary strategies with DEAP.mp4 30.3 MB
  • ~Get Your Files Here !/024. Chapter 4. Differential evolution with DEAP.mp4 19.4 MB
  • ~Get Your Files Here !/025. Chapter 4. Summary.mp4 3.9 MB
  • ~Get Your Files Here !/026. Part 2. Optimizing deep learning.mp4 2.4 MB
  • ~Get Your Files Here !/027. Chapter 5. Automating hyperparameter optimization.mp4 36.7 MB
  • ~Get Your Files Here !/028. Chapter 5. Automating HPO with random search.mp4 22.2 MB
  • ~Get Your Files Here !/029. Chapter 5. Grid search and HPO.mp4 21.9 MB
  • ~Get Your Files Here !/030. Chapter 5. Evolutionary computation for HPO.mp4 21.4 MB
  • ~Get Your Files Here !/031. Chapter 5. Genetic algorithms and evolutionary strategies for HPO.mp4 20.4 MB
  • ~Get Your Files Here !/032. Chapter 5. Differential evolution for HPO.mp4 14 MB
  • ~Get Your Files Here !/033. Chapter 5. Summary.mp4 4.1 MB
  • ~Get Your Files Here !/034. Chapter 6. Neuroevolution optimization.mp4 16.7 MB
  • ~Get Your Files Here !/035. Chapter 6. Genetic algorithms as deep learning optimizers.mp4 13.7 MB
  • ~Get Your Files Here !/036. Chapter 6. Other evolutionary methods for neurooptimization.mp4 7.4 MB
  • ~Get Your Files Here !/037. Chapter 6. Applying neuroevolution optimization to Keras.mp4 13.3 MB
  • ~Get Your Files Here !/038. Chapter 6. Understanding the limits of evolutionary optimization.mp4 9.5 MB
  • ~Get Your Files Here !/039. Chapter 6. Summary.mp4 4.1 MB
  • ~Get Your Files Here !/040. Chapter 7. Evolutionary convolutional neural networks.mp4 28.7 MB
  • ~Get Your Files Here !/041. Chapter 7. Encoding a network architecture in genes.mp4 14.2 MB
  • ~Get Your Files Here !/042. Chapter 7. Creating the mating crossover operation.mp4 10.2 MB
  • ~Get Your Files Here !/043. Chapter 7. Developing a custom mutation operator.mp4 13 MB
  • ~Get Your Files Here !/044. Chapter 7. Evolving convolutional network architecture.mp4 17.5 MB
  • ~Get Your Files Here !/045. Chapter 7. Summary.mp4 3.7 MB
  • ~Get Your Files Here !/046. Part 3. Advanced applications.mp4 4.9 MB
  • ~Get Your Files Here !/047. Chapter 8. Evolving autoencoders.mp4 30.5 MB
  • ~Get Your Files Here !/048. Chapter 8. Evolutionary AE optimization.mp4 17.6 MB
  • ~Get Your Files Here !/049. Chapter 8. Mating and mutating the autoencoder gene sequence.mp4 9.8 MB
  • ~Get Your Files Here !/050. Chapter 8. Evolving an autoencoder.mp4 9.7 MB
  • ~Get Your Files Here !/051. Chapter 8. Building variational autoencoders.mp4 29.8 MB
  • ~Get Your Files Here !/052. Chapter 8. Summary.mp4 5.1 MB
  • ~Get Your Files Here !/053. Chapter 9. Generative deep learning and evolution.mp4 29.3 MB
  • ~Get Your Files Here !/054. Chapter 9. The challenges of training a GAN.mp4 29.4 MB
  • ~Get Your Files Here !/055. Chapter 9. Fixing GAN problems with Wasserstein loss.mp4 13.8 MB
  • ~Get Your Files Here !/056. Chapter 9. Encoding the Wasserstein DCGAN for evolution.mp4 14.7 MB
  • ~Get Your Files Here !/057. Chapter 9. Optimizing the DCGAN with genetic algorithms.mp4 11.2 MB
  • ~Get Your Files Here !/058. Chapter 9. Summary.mp4 3.7 MB
  • ~Get Your Files Here !/059. Chapter 10. NEAT NeuroEvolution of Augmenting Topologies.mp4 24.4 MB
  • ~Get Your Files Here !/060. Chapter 10. Visualizing an evolved NEAT network.mp4 10.7 MB
  • ~Get Your Files Here !/061. Chapter 10. Exercising the capabilities of NEAT.mp4 15.3 MB
  • ~Get Your Files Here !/062. Chapter 10. Exercising NEAT to classify images.mp4 17.4 MB
  • ~Get Your Files Here !/063. Chapter 10. Uncovering the role of speciation in evolving topologies.mp4 24.1 MB
  • ~Get Your Files Here !/064. Chapter 10. Summary.mp4 3.3 MB
  • ~Get Your Files Here !/065. Chapter 11. Evolutionary learning with NEAT.mp4 32.4 MB
  • ~Get Your Files Here !/066. Chapter 11. Exploring complex problems from the OpenAI Gym.mp4 15.3 MB
  • ~Get Your Files Here !/067. Chapter 11. Solving reinforcement learning problems with NEAT.mp4 14.7 MB
  • ~Get Your Files Here !/068. Chapter 11. Solving Gym’s lunar lander problem with NEAT agents.mp4 16.5 MB
  • ~Get Your Files Here !/069. Chapter 11. Solving Gym’s lunar lander problem with a deep Q-network.mp4 16.3 MB
  • ~Get Your Files Here !/070. Chapter 11. Summary.mp4 3.6 MB
  • ~Get Your Files Here !/071. Chapter 12. Evolutionary machine learning and beyond.mp4 25.1 MB
  • ~Get Your Files Here !/072. Chapter 12. Revisiting reinforcement learning with Geppy.mp4 15.5 MB
  • ~Get Your Files Here !/073. Chapter 12. Introducing instinctual learning.mp4 34.6 MB
  • ~Get Your Files Here !/074. Chapter 12. Generalized learning with genetic programming.mp4 24.6 MB
  • ~Get Your Files Here !/075. Chapter 12. The future of evolutionary machine learning.mp4 22.4 MB
  • ~Get Your Files Here !/076. Chapter 12. Generalization with instinctual deep and deep reinforcement learning.mp4 19.8 MB
  • ~Get Your Files Here !/077. Chapter 12. Summary.mp4 4 MB
  • ~Get Your Files Here !/Bonus Resources.txt 386 B

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